No Virtualization Tax for MLPerf Inference v3.0 Using NVIDIA Hopper and Ampere vGPUs and NVIDIA AI Software with vSphere 8.0.1 - VROOM! Performance Blog
Descrição
In this blog, we show the MLPerf Inference v3.0 test results for the VMware vSphere virtualization platform with NVIDIA H100 and A100-based vGPUs. Our tests show that when NVIDIA vGPUs are used in vSphere, the workload performance is the same as or better than it is when run on a bare metal system.
![No Virtualization Tax for MLPerf Inference v3.0 Using NVIDIA Hopper and Ampere vGPUs and NVIDIA AI Software with vSphere 8.0.1 - VROOM! Performance Blog](http://blogs.vmware.com/performance/files/2020/11/ml-nvidia-gpus-vsphere-table1.png)
MLPerf Inference Virtualization in VMware vSphere Using NVIDIA vGPUs - VROOM! Performance Blog
![No Virtualization Tax for MLPerf Inference v3.0 Using NVIDIA Hopper and Ampere vGPUs and NVIDIA AI Software with vSphere 8.0.1 - VROOM! Performance Blog](https://blogs.vmware.com/performance/files/2022/11/vTopologyUI.jpg)
VROOM! Performance Blog – Page 2 – from VMware's performance engineering team
![No Virtualization Tax for MLPerf Inference v3.0 Using NVIDIA Hopper and Ampere vGPUs and NVIDIA AI Software with vSphere 8.0.1 - VROOM! Performance Blog](https://developer-blogs.nvidia.com/wp-content/uploads/2023/05/dense_sparse_sparseQAT_highlighted.jpg)
Leading MLPerf Inference v3.1 Results with NVIDIA GH200 Grace Hopper Superchip Debut
![No Virtualization Tax for MLPerf Inference v3.0 Using NVIDIA Hopper and Ampere vGPUs and NVIDIA AI Software with vSphere 8.0.1 - VROOM! Performance Blog](https://developer-blogs.nvidia.com/wp-content/uploads/2023/03/Inference-Triton-TensorRT.jpg)
Setting New Records in MLPerf Inference v3.0 with Full-Stack Optimizations for AI
![No Virtualization Tax for MLPerf Inference v3.0 Using NVIDIA Hopper and Ampere vGPUs and NVIDIA AI Software with vSphere 8.0.1 - VROOM! Performance Blog](https://blogs.vmware.com/performance/files/2022/05/nvlink-fig5-576x324.png)
No Virtualization Tax for MLPerf Inference v3.0 Using NVIDIA Hopper and Ampere vGPUs and NVIDIA AI Software with vSphere 8.0.1 - VROOM! Performance Blog
![No Virtualization Tax for MLPerf Inference v3.0 Using NVIDIA Hopper and Ampere vGPUs and NVIDIA AI Software with vSphere 8.0.1 - VROOM! Performance Blog](https://blogs.vmware.com/performance/files/2021/10/fig3-ipsec-nostream-576x324.png)
GPU – VROOM! Performance Blog
![No Virtualization Tax for MLPerf Inference v3.0 Using NVIDIA Hopper and Ampere vGPUs and NVIDIA AI Software with vSphere 8.0.1 - VROOM! Performance Blog](https://blogs.vmware.com/performance/files/2023/08/ml-576x324.png)
GPU – VROOM! Performance Blog
![No Virtualization Tax for MLPerf Inference v3.0 Using NVIDIA Hopper and Ampere vGPUs and NVIDIA AI Software with vSphere 8.0.1 - VROOM! Performance Blog](https://cdn-prod.scdn6.secure.raxcdn.com/static/media/9198938f-8c47-5a0e-82d9-6db6a62cd3f7/DAM-ac039875-3760-42b2-bd7e-b4e943ece9e1/out/3432.006.png)
NVIDIA, White Paper - Virtualizing GPUs for AI with VMware and NVIDIA Based on Dell Infrastructure
![No Virtualization Tax for MLPerf Inference v3.0 Using NVIDIA Hopper and Ampere vGPUs and NVIDIA AI Software with vSphere 8.0.1 - VROOM! Performance Blog](https://cdn.wccftech.com/wp-content/uploads/2023/09/NVIDIA-MLPerf-Inference-v3.1-Hopper-H100-Grace-Hopper-GH200-L4-GPU-Performance-_5.png)
NVIDIA Posts Big AI Numbers In MLPerf Inference v3.1 Benchmarks With Hopper H100, GH200 Superchips & L4 GPUs
![No Virtualization Tax for MLPerf Inference v3.0 Using NVIDIA Hopper and Ampere vGPUs and NVIDIA AI Software with vSphere 8.0.1 - VROOM! Performance Blog](https://www.storagereview.com/wp-content/uploads/2021/06/StorageReview-NVIDIA-A100-80GB-PCIe.jpg)
NVIDIA Hopper AI Inference Benchmarks in MLPerf Debut Sets World Record
![No Virtualization Tax for MLPerf Inference v3.0 Using NVIDIA Hopper and Ampere vGPUs and NVIDIA AI Software with vSphere 8.0.1 - VROOM! Performance Blog](https://www.hpcwire.com/wp-content/uploads/2023/01/Intel-Sapphire-Rapids-Arch-day_Aug-2021.png)
MLPerf Inference 3.0 Highlights - Nvidia, Intel, Qualcomm and…ChatGPT
![No Virtualization Tax for MLPerf Inference v3.0 Using NVIDIA Hopper and Ampere vGPUs and NVIDIA AI Software with vSphere 8.0.1 - VROOM! Performance Blog](https://blogs.nvidia.com/wp-content/uploads/2023/09/TRT-LLM-inference-performance-FINAL-scaled.jpg)
NVIDIA Grace Hopper Superchip Sweeps MLPerf Inference Benchmarks
![No Virtualization Tax for MLPerf Inference v3.0 Using NVIDIA Hopper and Ampere vGPUs and NVIDIA AI Software with vSphere 8.0.1 - VROOM! Performance Blog](https://cdn.wccftech.com/wp-content/uploads/2023/09/NVIDIA-MLPerf-Inference-v3.1-Hopper-H100-Grace-Hopper-GH200-L4-GPU-Performance-_13.png)
NVIDIA Posts Big AI Numbers In MLPerf Inference v3.1 Benchmarks With Hopper H100, GH200 Superchips & L4 GPUs
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